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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'jobId': '23154709', 'requireWorkYears': '5-10年', 'topJob': False, 'link': 'https://www.liepin.com/job/1923154709.shtml', 'requireEduLevel': '本科', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compScale': '2000-5000人', 'compName': '恩梯梯数据(中国)', 'compId': 6629285, 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'dataParams': '{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2223154709%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['增长产品'], 'salary': '薪资面议', 'dq': '广州', 'title': '活动PM', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20210615114605', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'jobId': '25415919', 'requireWorkYears': '3-5年', 'topJob': False, 'link': 'https://www.liepin.com/job/1925415919.shtml', 'requireEduLevel': '统招本科', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compScale': '2000-5000人', 'compName': '恩梯梯数据(中国)', 'compId': 6629285, 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}, 'dataParams': '{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2225415919%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'job': {'labels': ['数据分析'], 'salary': '15-30k·13薪', 'dq': '广州-海珠区', 'title': '游戏PM', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'refreshTime': '20200921191755', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'jobId': '31935443', 'requireWorkYears': '3-5年', 'topJob': False, 'link': 'https://www.liepin.com/job/1931935443.shtml', 'requireEduLevel': '本科', 'advViewFlag': False}, 'recruiter': {'chatted': False, 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'recruiterId': '2b6b0643bf65c612313162312f0bffed', 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg'}, 'comp': {'compScale': '1000-2000人', 'compName': '英雄互娱科技股份有限公司', 'compId': 8307104, 'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'compIndustry': '游戏', 'link': 'https://www.liepin.com/company/8307104/'}, 'dataParams': '{\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"recruiterName\":\"邱女士\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}', 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2231935443%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'totalCounts': 803, 'pageSize': 40, 'totalPage': 10, 'currentPage': 0, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dcf9b300",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e0a2efe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602092324</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>4e54ac2e3b974628242a21c338b47b91</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>538fb44ddf62cf77b210bdf561a87525</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>英联斯特(广州)餐饮设备有限公司</td>\n",
       "      <td>8947928.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>https://www.liepin.com/company/8947928/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[人工智能, 智能硬件, 市场调研, 竞品分析]</td>\n",
       "      <td>25-45k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>智能座舱产品经理/专家 （车机）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>7d1ff74850b2c3fd9f43c6ad428f4b0d</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>8908817.0</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"imId\":\"f8a500e0eab81d475153eb2d84a8b1de\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"imId\":\"14a8accf08a04a521806a0cca0964ad2\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>647590562157026bce265fa703u.jpeg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"imId\":\"c55d8c37c29999932efebeb7f272cb14\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[化妆品, to B]</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>62a6c09a08bee4201e5c618f05u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[工具产品, 数据产品, 用户研究, 移动端产品, 产品规划, 需求挖掘]</td>\n",
       "      <td>25-45k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>智能车联资深产品经理（离车智能）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>7d1ff74850b2c3fd9f43c6ad428f4b0d</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>8908817.0</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"imId\":\"537ed57d5fd222add3a0457e92ea9bdb\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>40-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>企业产品经理（Microsoft 365）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230531104122</td>\n",
       "      <td>...</td>\n",
       "      <td>Talent Acquisition Specialist</td>\n",
       "      <td>5d9f492327569d32d74478209a321e71</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>安永全球商务服务(大连)有限公司</td>\n",
       "      <td>8806497.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe926374719d9f609a6a1b03a.png</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>https://www.liepin.com/company/8806497/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"imId\":\"7908151abdbef12e2efebeb7f272cb14\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230602154243</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>62c6abbf1551f613ff3fa49a08u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[to C, 消费品, 电子商务]</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230601140431</td>\n",
       "      <td>...</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"imId\":\"6fa10ff6ea77d091528dabef14b76f2d\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 产品规划, 市...</td>\n",
       "      <td>25-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230529185232</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘专家</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>D轮</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"imId\":\"4d5b8a326d23429f01542792432e8b68\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[市场洞察, 销售管理, 客户管理, 保险产品设计, 区域销售, 渠道销售]</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>产科产品销售经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230529094328</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>f09ba50e4cac6dd3c1d1ec63c516dc33</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>广州女娲生命科技有限公司</td>\n",
       "      <td>12948815.0</td>\n",
       "      <td>天使轮</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/12948815/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"imId\":\"25a454b754ae73fd2972004574cc2f3b\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[游戏行业]</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230517172019</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6ead9a9d40a95e1521ca53f73fa20618</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"imId\":\"24c1cab13ef9bc2e801c17c79e240538\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602112922</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602105215</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>...</td>\n",
       "      <td>高级医学信息沟通专员</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"imId\":\"edbe6a7c4ed9d6e5aaa70b13e477f173\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602105232</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"imId\":\"37476b87b3e233679f90a7bcfdb96d0e\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"imId\":\"73f267275bfde46ce68ea511f8a9efc5\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"imId\":\"beff7093463e459a613348042573671f\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"imId\":\"d9615c119bb132bd55a0b6511a508218\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"imId\":\"556085ce1cfb1ea84c7b9da341e06feb\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]</td>\n",
       "      <td>18-30k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230530171214</td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP经理</td>\n",
       "      <td>1b2d3c696b09ca69b0e5f3264419b081</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"imId\":\"18f5af2ced812a43d6a9d1214a39013b\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602115342</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"imId\":\"bd0efb08acc7704271de52c3bc0b6279\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>...</td>\n",
       "      <td>112</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"imId\":\"feaaf399e43a569d29323863fa1c0b93\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"imId\":\"7b8081a6d08696bafaf1d0d00bd33fc5\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源业务合作伙伴</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"imId\":\"ecb69f58b8af2fa07bed4a56d1662c8b\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"imId\":\"0d2213fbc6520bd4e4cd5c055e1e05ce\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230530113900</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>Senior Product Manager</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230602105215</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230531094236</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"imId\":\"cdd38888643756d4ef38cb0ce6f46cd7\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230524161531</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>2c100205c7eb2c028df3dac679d77fed</td>\n",
       "      <td>6400c9110fa75b6cd95be96806u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>某广州大型日化公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>日化</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, 化...</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"imId\":\"b46e176196ab3b129941166e65ebdb6f\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>0fa2d60e2668081853ee69faf212d0bc</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>活动PM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"im...</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...   \n",
       "1   {\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"im...   \n",
       "2   {\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...   \n",
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       "4   {\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...   \n",
       "5   {\"imId\":\"f8a500e0eab81d475153eb2d84a8b1de\",\"im...   \n",
       "6   {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       "7   {\"imId\":\"14a8accf08a04a521806a0cca0964ad2\",\"im...   \n",
       "8   {\"imId\":\"c55d8c37c29999932efebeb7f272cb14\",\"im...   \n",
       "9   {\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...   \n",
       "10  {\"imId\":\"537ed57d5fd222add3a0457e92ea9bdb\",\"im...   \n",
       "11  {\"imId\":\"7908151abdbef12e2efebeb7f272cb14\",\"im...   \n",
       "12  {\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"im...   \n",
       "13  {\"imId\":\"6fa10ff6ea77d091528dabef14b76f2d\",\"im...   \n",
       "14  {\"imId\":\"4d5b8a326d23429f01542792432e8b68\",\"im...   \n",
       "15  {\"imId\":\"25a454b754ae73fd2972004574cc2f3b\",\"im...   \n",
       "16  {\"imId\":\"24c1cab13ef9bc2e801c17c79e240538\",\"im...   \n",
       "17  {\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...   \n",
       "18  {\"imId\":\"d4cc4bca17cae276aefc9b4a2bd8879c\",\"im...   \n",
       "19  {\"imId\":\"edbe6a7c4ed9d6e5aaa70b13e477f173\",\"im...   \n",
       "20  {\"imId\":\"37476b87b3e233679f90a7bcfdb96d0e\",\"im...   \n",
       "21  {\"imId\":\"73f267275bfde46ce68ea511f8a9efc5\",\"im...   \n",
       "22  {\"imId\":\"beff7093463e459a613348042573671f\",\"im...   \n",
       "23  {\"imId\":\"d9615c119bb132bd55a0b6511a508218\",\"im...   \n",
       "24  {\"imId\":\"556085ce1cfb1ea84c7b9da341e06feb\",\"im...   \n",
       "25  {\"imId\":\"18f5af2ced812a43d6a9d1214a39013b\",\"im...   \n",
       "26  {\"imId\":\"bd0efb08acc7704271de52c3bc0b6279\",\"im...   \n",
       "27  {\"imId\":\"feaaf399e43a569d29323863fa1c0b93\",\"im...   \n",
       "28  {\"imId\":\"7b8081a6d08696bafaf1d0d00bd33fc5\",\"im...   \n",
       "29  {\"imId\":\"ecb69f58b8af2fa07bed4a56d1662c8b\",\"im...   \n",
       "30  {\"imId\":\"0d2213fbc6520bd4e4cd5c055e1e05ce\",\"im...   \n",
       "31  {\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"im...   \n",
       "32  {\"imId\":\"9cfdabc8878349689809d03804875792\",\"im...   \n",
       "33  {\"imId\":\"cdd38888643756d4ef38cb0ce6f46cd7\",\"im...   \n",
       "34  {\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"im...   \n",
       "35  {\"imId\":\"b46e176196ab3b129941166e65ebdb6f\",\"im...   \n",
       "36  {\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"im...   \n",
       "37  {\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...   \n",
       "38  {\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...   \n",
       "39  {\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"im...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "1   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "2   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "3   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "4   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "5   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "6   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "7   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "8   %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "9   %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "10  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "11  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "12  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "13  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "14  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "15  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "16  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "17  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "18  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "19  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "20  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "21  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "22  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "23  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "24  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "25  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "26  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "27  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "28  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "29  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "30  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "31  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "32  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "33  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "34  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "35  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0   [数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...  15-25k·15薪      广州   \n",
       "1   [策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...      15-20k  广州-花都区   \n",
       "2                            [人工智能, 智能硬件, 市场调研, 竞品分析]  25-45k·15薪  广州-天河区   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]      20-25k  广州-番禺区   \n",
       "5                                            [神外, 医生]  12-15k·15薪  广州-越秀区   \n",
       "6   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...        薪资面议  广州-天河区   \n",
       "7                                                  []  30-45k·14薪      广州   \n",
       "8                                         [化妆品, to B]      25-29k  广州-天河区   \n",
       "9               [工具产品, 数据产品, 用户研究, 移动端产品, 产品规划, 需求挖掘]  25-45k·15薪  广州-天河区   \n",
       "10                                                 []      40-50k  广州-天河区   \n",
       "11                                           [web端产品]  15-24k·13薪  广州-白云区   \n",
       "12                                  [to C, 消费品, 电子商务]  20-40k·14薪  广州-天河区   \n",
       "13  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 产品规划, 市...  25-40k·15薪      广州   \n",
       "14             [市场洞察, 销售管理, 客户管理, 保险产品设计, 区域销售, 渠道销售]      10-20k  广州-黄埔区   \n",
       "15                                             [游戏行业]  20-35k·14薪  广州-天河区   \n",
       "16                                                 []  20-40k·13薪  广州-天河区   \n",
       "17                                                 []  15-25k·13薪  广州-天河区   \n",
       "18                                             [泌尿外科]  25-30k·14薪  广州-越秀区   \n",
       "19  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  18-40k·14薪  广州-越秀区   \n",
       "20                                   [化妆品, 消费品, 产品开发]  18-30k·13薪      广州   \n",
       "21                                                 []  30-50k·14薪  广州-海珠区   \n",
       "22  [策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       6-10k  广州-天河区   \n",
       "23                                             [to C]  20-40k·15薪      广州   \n",
       "24                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]      18-30k  广州-白云区   \n",
       "25                                                 []      12-30k      广州   \n",
       "26                                                 []        薪资面议      广州   \n",
       "27                                 [商品管理, 产品企划, 商品运营]  14-28k·16薪  广州-天河区   \n",
       "28                                                 []      15-25k  广州-天河区   \n",
       "29                                             [品牌策划]      15-25k  广州-白云区   \n",
       "30              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]        薪资面议  广州-天河区   \n",
       "31                                                 []  20-30k·13薪  广州-天河区   \n",
       "32                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "33                                             [to C]  30-50k·14薪      广州   \n",
       "34  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, 化...      11-22k  广州-番禺区   \n",
       "35  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  15-30k·15薪      广州   \n",
       "36                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "37                                                 []        薪资面议  广州-天河区   \n",
       "38                                             [增长产品]        薪资面议      广州   \n",
       "39                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "\n",
       "                                       job.title job.pcOuterLink  \\\n",
       "0                                           产品经理                   \n",
       "1                                           产品经理                   \n",
       "2                               智能座舱产品经理/专家 （车机）                   \n",
       "3                    产品经理（化妆品原料）/Product Manager                   \n",
       "4                            产品经理Product Manager                   \n",
       "5                 神外产品销售经理 Product Sales Manager                   \n",
       "6                              助理产品经理（化妆品原料）/APM                   \n",
       "7                                      化妆品原料产品经理             NaN   \n",
       "8                                           产品经理             NaN   \n",
       "9                               智能车联资深产品经理（离车智能）                   \n",
       "10                         企业产品经理（Microsoft 365）                   \n",
       "11                         AI应用产品经理/港资企业正编/双休WLB             NaN   \n",
       "12                                      eWMS产品经理                   \n",
       "13                                  自动驾驶（硬件）产品经理                   \n",
       "14                                      产科产品销售经理                   \n",
       "15                                  高级产品PM（ARPG）             NaN   \n",
       "16                    Automation Product Manager                   \n",
       "17   Assistant Product Manager / Product Manager                   \n",
       "18                                        医药产品经理                   \n",
       "19                                          产品经理                   \n",
       "20  Assistant Product Manager / Product Manager              NaN   \n",
       "21                                        硬件产品经理             NaN   \n",
       "22                                 产品经理（企业数字化转型）                   \n",
       "23                          eWMS Product Manager             NaN   \n",
       "24                                        产品策划经理                   \n",
       "25                                  产品经理（工业消洗产品）                   \n",
       "26                                        数码产品经理                   \n",
       "27                         产品经理-产品企划（鞋类）(J13091)                   \n",
       "28                             产品经理-产品企划(J13606)                   \n",
       "29                                        产品策划经理                   \n",
       "30                          eWMS Product Manager                   \n",
       "31                        Senior Product Manager                   \n",
       "32                              Product Manager              NaN   \n",
       "33                          eWMS Product Manager             NaN   \n",
       "34                        CRM实施顾问&项目经理PM(J12971)                   \n",
       "35                                          产品经理             NaN   \n",
       "36                        项目发行PM（二次元） (MJ000855)                   \n",
       "37                                        数字营销PM                   \n",
       "38                                          活动PM                   \n",
       "39                                          游戏PM                   \n",
       "\n",
       "   job.h5OuterLink job.jobKind job.refreshTime  ...  \\\n",
       "0                            2  20230602092324  ...   \n",
       "1                            2  20230317173639  ...   \n",
       "2                            2  20230601161931  ...   \n",
       "3                            2  20230602103507  ...   \n",
       "4                            2  20230410215438  ...   \n",
       "5                            2  20230428143658  ...   \n",
       "6                            2  20230602103507  ...   \n",
       "7              NaN           1  20230507193936  ...   \n",
       "8              NaN           1  20230425140852  ...   \n",
       "9                            2  20230601161931  ...   \n",
       "10                           2  20230531104122  ...   \n",
       "11             NaN           1  20230602154243  ...   \n",
       "12                           2  20230601140431  ...   \n",
       "13                           2  20230529185232  ...   \n",
       "14                           2  20230529094328  ...   \n",
       "15             NaN           1  20230517172019  ...   \n",
       "16                           2  20230602112922  ...   \n",
       "17                           2  20230602105215  ...   \n",
       "18                           2  20230321153342  ...   \n",
       "19                           2  20230602105232  ...   \n",
       "20             NaN           1  20230411142619  ...   \n",
       "21             NaN           1  20230425143147  ...   \n",
       "22                           2  20230221094711  ...   \n",
       "23             NaN           1  20230413114524  ...   \n",
       "24                           2  20230530171214  ...   \n",
       "25                           2  20230602115342  ...   \n",
       "26                           2  20210913204744  ...   \n",
       "27                           2  20221116184947  ...   \n",
       "28                           2  20230206112123  ...   \n",
       "29                           2  20230520104442  ...   \n",
       "30                           2  20230530113900  ...   \n",
       "31                           2  20230602105215  ...   \n",
       "32             NaN           1  20230531094236  ...   \n",
       "33             NaN           1  20230524161531  ...   \n",
       "34                           2  20230329180701  ...   \n",
       "35             NaN           1  20230419100536  ...   \n",
       "36                           2  20220928174530  ...   \n",
       "37                           2  20200728103437  ...   \n",
       "38                           2  20210615114605  ...   \n",
       "39                           2  20200921191755  ...   \n",
       "\n",
       "         recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                    人力资源伙伴(HRBP)  4e54ac2e3b974628242a21c338b47b91   \n",
       "1                          人力资源经理  538fb44ddf62cf77b210bdf561a87525   \n",
       "2                            招聘主管  7d1ff74850b2c3fd9f43c6ad428f4b0d   \n",
       "3                   HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "4                             HRM  74207202b9a1882cbe061eb681f898fc   \n",
       "5                          人力资源专员  5445ba45a2189a2b1a078f176245fc3b   \n",
       "6                   HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "7                            猎头顾问  9780c9933530029971f2c48a1f2fc365   \n",
       "8                            猎头顾问  7660709be664be56c32a8aef2aff706d   \n",
       "9                            招聘主管  7d1ff74850b2c3fd9f43c6ad428f4b0d   \n",
       "10  Talent Acquisition Specialist  5d9f492327569d32d74478209a321e71   \n",
       "11                           猎头顾问  ef813c13d17ddf72662825202deeb056   \n",
       "12                      Recruiter  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "13                           招聘专家  1147dd557533b4567e1472c76bc04ebd   \n",
       "14                                 f09ba50e4cac6dd3c1d1ec63c516dc33   \n",
       "15                           猎头顾问  6ead9a9d40a95e1521ca53f73fa20618   \n",
       "16                         人力资源专员  57a52ed73fed146b4c632be0178bfd3f   \n",
       "17                         人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       "18                     高级医学信息沟通专员  22ab2b1a88769c3259935c280d474240   \n",
       "19                           HRBP  8d90c26ed477481c5bfe988e1b72f121   \n",
       "20                           猎头顾问  375a1dfe17607510a0693c119d820cfb   \n",
       "21                           猎头顾问  1d96d00cfe919fa26a1adf5987777a35   \n",
       "22                           招聘主管  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "23                           猎头顾问  ec2448066ad5cdf94f25083a3243b675   \n",
       "24                         HRBP经理  1b2d3c696b09ca69b0e5f3264419b081   \n",
       "25                             HR  7f371db882206fccd2bdf1809a52d3e6   \n",
       "26                            112  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "27                                 3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "28                     人力资源业务合作伙伴  308332da68f592edf82050c4b8bff969   \n",
       "29                            HRM  71e39b9fa38c7913909ac669ef10aa84   \n",
       "30                           招聘经理  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "31                         人力资源经理  ccfed7449a759b2cf7778dde1bad5db7   \n",
       "32                           猎头顾问  47227c6fbfcd952686963be95b15422d   \n",
       "33                           猎头顾问  2c100205c7eb2c028df3dac679d77fed   \n",
       "34                             HR  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "35                           猎头顾问  0fa2d60e2668081853ee69faf212d0bc   \n",
       "36                                 69bf0604ae10eb243f03c06e2c7db374   \n",
       "37                     Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       "38                     Consultant  e8c70da123d6c7e1efcb8675c412f368   \n",
       "39                         人力资源管理  2b6b0643bf65c612313162312f0bffed   \n",
       "\n",
       "            recruiter.recruiterPhoto  comp.compScale     comp.compName  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg        100-499人              盈米基金   \n",
       "1    5ca47b93509919fa0ea15bee05u.png        500-999人  英联斯特(广州)餐饮设备有限公司   \n",
       "2   6448d43ce25bf5312c2be9cf06u.jpeg        10000人以上              小鹏汽车   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg          50-99人              仙婷集团   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg        100-499人    广州市新目标电子商务有限公司   \n",
       "5    5f8f986aea60860b75384fab08u.jpg        10000人以上            复星医药集团   \n",
       "6    5f8f98648dbe6273dcf8515508u.jpg          50-99人              仙婷集团   \n",
       "7   647590562157026bce265fa703u.jpeg          50-99人             某知名公司   \n",
       "8    62a6c09a08bee4201e5c618f05u.png          50-99人        某广州贸易进出口公司   \n",
       "9   6448d43ce25bf5312c2be9cf06u.jpeg        10000人以上              小鹏汽车   \n",
       "10   5f8f9865ea60860b75384fa508u.jpg        500-999人  安永全球商务服务(大连)有限公司   \n",
       "11   62c6abbf1551f613ff3fa49a08u.png      2000-5000人   某国内大型食品/饮料/日化公司   \n",
       "12   63a9534728c57209b0f4aa0505u.png        10000人以上          广州宝洁有限公司   \n",
       "13   63a46574fd38b10039f0b94b05u.png        100-499人        文远知行WeRide   \n",
       "14   5f8f986779c7cc70efbf36c008u.jpg           1-49人      广州女娲生命科技有限公司   \n",
       "15   5f8fa3a6f6d1ab58476f322808u.png        10000人以上      某广州大型计算机软件公司   \n",
       "16   5f8f98648dbe6273dcf8515508u.jpg     5000-10000人               丹纳赫   \n",
       "17   5f8f9863f6d1ab58476f246a08u.jpg        500-999人              曼秀雷敦   \n",
       "18   5f8f986aea60860b75384fab08u.jpg      2000-5000人              康方生物   \n",
       "19   5f8f9865ea60860b75384fa508u.jpg           1-49人      即能科技(广州)有限公司   \n",
       "20   6100c9081d756a75997a266703u.jpg      2000-5000人         某国内大型日化公司   \n",
       "21   5f8fa3bddfb13a7dee343d7608u.png           1-49人      某广州电气机械/器材公司   \n",
       "22   5f8f9868f6d1ab58476f24a008u.jpg     5000-10000人              润建股份   \n",
       "23   62f7aab56555120790d6013103u.png        10000人以上   某广州大型食品/饮料/酒水公司   \n",
       "24   5f8f9863f6d1ab58476f246a08u.jpg      1000-2000人      嫚熙控股(广州)有限公司   \n",
       "25   5f8f9863f6d1ab58476f246a08u.jpg        100-499人     广东环凯微生物科技有限公司   \n",
       "26   5f8f986aea60860b75384fab08u.jpg      2000-5000人              汇丰软件   \n",
       "27   5f8f9868f6d1ab58476f24a008u.jpg      2000-5000人             斯凯奇中国   \n",
       "28   5f8f98648dbe6273dcf8515508u.jpg      2000-5000人             斯凯奇中国   \n",
       "29   5f8f9868f6d1ab58476f24a008u.jpg      1000-2000人      嫚熙控股(广州)有限公司   \n",
       "30   5f8f986aea60860b75384fab08u.jpg        10000人以上          广州宝洁有限公司   \n",
       "31   5f8f9863f6d1ab58476f246a08u.jpg        500-999人              曼秀雷敦   \n",
       "32  6321be3095ee1c04143439eb01u.jpeg      2000-5000人        某国内大型快消品公司   \n",
       "33   6400c9110fa75b6cd95be96806u.png        10000人以上         某广州大型日化公司   \n",
       "34   601baaab60c8320221e3c1d902u.png        10000人以上    上海汉得信息技术股份有限公司   \n",
       "35   600a795d845ac93d96472a1605u.png        100-499人             某知名公司   \n",
       "36   5f8f986779c7cc70efbf36c008u.jpg        500-999人              广州百田   \n",
       "37   5f8f9863f6d1ab58476f246a08u.jpg      2000-5000人         恩梯梯数据(中国)   \n",
       "38   5f8f9863f6d1ab58476f246a08u.jpg      2000-5000人         恩梯梯数据(中国)   \n",
       "39   62903e4ce4c190153f6f304c06u.jpg      1000-2000人      英雄互娱科技股份有限公司   \n",
       "\n",
       "   comp.compId  comp.compStage                    comp.compLogo  \\\n",
       "0    9954019.0              B轮  5e38f3e729d83a67544619cd08u.jpg   \n",
       "1    8947928.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "2    8908817.0            美股上市  6196092ccebef22fcca2f36f01u.png   \n",
       "3    8112968.0             NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4   13315477.0             NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "5    7023768.0             已上市  5bfe9d4974719d2aa34b5ab303a.png   \n",
       "6    8112968.0             NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "7          NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "8          NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "9    8908817.0            美股上市  6196092ccebef22fcca2f36f01u.png   \n",
       "10   8806497.0             NaN  5bfe926374719d9f609a6a1b03a.png   \n",
       "11         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "12    873330.0             NaN  54d1e9c6712e7147fd813b3801a.png   \n",
       "13   9491766.0              D轮  60a497de907306298575785f03u.png   \n",
       "14  12948815.0             天使轮  61b07937d0458d53c627567e02u.jpg   \n",
       "15         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "16   8506529.0             NaN  5952237b7032381b6822192505a.jpg   \n",
       "17   2061455.0             NaN  555c2acba3109367c320a8c601a.png   \n",
       "18   8275623.0            港股上市  5bfe916674719d35745ad29703a.png   \n",
       "19   9283329.0             NaN  59dc78457832e11b880f044c05a.png   \n",
       "20         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "21         NaN             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "22   7863327.0          沪深A股上市  5cc116c89fae687d43343d7308u.png   \n",
       "23         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "24   9660700.0             NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       "25   7932064.0           融资未公开  5bfe8edd74719d35745a548603a.png   \n",
       "26   2664546.0              其他  5bfe92c174719d9f609a7b9603a.png   \n",
       "27  13032765.0             NaN  628c584cb244352e0e92248608u.png   \n",
       "28  13032765.0             NaN  628c584cb244352e0e92248608u.png   \n",
       "29   9660700.0             NaN  5f30a76e556e7a7b1280cc3006u.png   \n",
       "30    873330.0             NaN  54d1e9c6712e7147fd813b3801a.png   \n",
       "31   2061455.0             NaN  555c2acba3109367c320a8c601a.png   \n",
       "32         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "33         NaN           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "34   8361671.0             已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "35         NaN             NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36    803274.0             已上市  5ff42565bebf7311a41e860005u.png   \n",
       "37   6629285.0             NaN  5bfea15d74719d2aa34c24f803a.png   \n",
       "38   6629285.0             NaN  5bfea15d74719d2aa34c24f803a.png   \n",
       "39   8307104.0           科创板上市  616e7903bbe0bb0ec5705fe401u.png   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \n",
       "0           基金/证券/期货   https://www.liepin.com/company/9954019/  \n",
       "1              机械/设备   https://www.liepin.com/company/8947928/  \n",
       "2               整车制造   https://www.liepin.com/company/8908817/  \n",
       "3             贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       "4               IT服务  https://www.liepin.com/company/13315477/  \n",
       "5                 制药   https://www.liepin.com/company/7023768/  \n",
       "6             贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       "7             贸易/进出口                                            \n",
       "8             贸易/进出口                                            \n",
       "9               整车制造   https://www.liepin.com/company/8908817/  \n",
       "10           其他商务服务业   https://www.liepin.com/company/8806497/  \n",
       "11          食品/饮料/酒水                                            \n",
       "12                日化    https://www.liepin.com/company/873330/  \n",
       "13              人工智能   https://www.liepin.com/company/9491766/  \n",
       "14                制药  https://www.liepin.com/company/12948815/  \n",
       "15             计算机软件                                            \n",
       "16              医疗器械   https://www.liepin.com/company/8506529/  \n",
       "17                日化   https://www.liepin.com/company/2061455/  \n",
       "18                制药   https://www.liepin.com/company/8275623/  \n",
       "19            专业技术服务   https://www.liepin.com/company/9283329/  \n",
       "20                日化                                            \n",
       "21           电气机械/器材                                            \n",
       "22              通信设备   https://www.liepin.com/company/7863327/  \n",
       "23          食品/饮料/酒水                                            \n",
       "24               互联网   https://www.liepin.com/company/9660700/  \n",
       "25                制药   https://www.liepin.com/company/7932064/  \n",
       "26             计算机软件   https://www.liepin.com/company/2664546/  \n",
       "27          服装/纺织/皮革  https://www.liepin.com/company/13032765/  \n",
       "28          服装/纺织/皮革  https://www.liepin.com/company/13032765/  \n",
       "29               互联网   https://www.liepin.com/company/9660700/  \n",
       "30                日化    https://www.liepin.com/company/873330/  \n",
       "31                日化   https://www.liepin.com/company/2061455/  \n",
       "32                日化                                            \n",
       "33                日化                                            \n",
       "34               互联网   https://www.liepin.com/company/8361671/  \n",
       "35              IT服务                                            \n",
       "36                游戏    https://www.liepin.com/company/803274/  \n",
       "37              IT服务   https://www.liepin.com/company/6629285/  \n",
       "38              IT服务   https://www.liepin.com/company/6629285/  \n",
       "39                游戏   https://www.liepin.com/company/8307104/  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "21ec8fde",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d1f1fa18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0c36dc2a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 批量存储数据\n",
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "006c8df0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...</td>\n",
       "      <td>%7B%22jobId%22%3A%2258569501%22%2C%22pageSize%...</td>\n",
       "      <td>[数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58569501</td>\n",
       "      <td>20230602092324</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"im...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257075805%22%2C%22pageSize%...</td>\n",
       "      <td>[策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57075805</td>\n",
       "      <td>20230317173639</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>5ca47b93509919fa0ea15bee05u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>英联斯特(广州)餐饮设备有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8947928.0</td>\n",
       "      <td>https://www.liepin.com/company/8947928/</td>\n",
       "      <td>机械/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...</td>\n",
       "      <td>%7B%22jobId%22%3A%2258421733%22%2C%22pageSize%...</td>\n",
       "      <td>[人工智能, 智能硬件, 市场调研, 竞品分析]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>58421733</td>\n",
       "      <td>20230601161931</td>\n",
       "      <td>智能座舱产品经理/专家 （车机）</td>\n",
       "      <td>25-45k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>False</td>\n",
       "      <td>6448d43ce25bf5312c2be9cf06u.jpeg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>6196092ccebef22fcca2f36f01u.png</td>\n",
       "      <td>8908817.0</td>\n",
       "      <td>https://www.liepin.com/company/8908817/</td>\n",
       "      <td>整车制造</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...</td>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>50965433</td>\n",
       "      <td>20230602103507</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...</td>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>57679297</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>...</td>\n",
       "      <td>HRM</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"imId\":\"b46e176196ab3b129941166e65ebdb6f\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>45422545</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>48905275</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>23154709</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>25415919</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>...</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"im...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>31935443</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>False</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...   \n",
       "1   {\"imId\":\"8a3cfebed73e3f07c0e770cd23fcb1ad\",\"im...   \n",
       "2   {\"imId\":\"09b02d7b61216b8edc2616a5acb8537e\",\"im...   \n",
       "3   {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       "4   {\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...   \n",
       "..                                                ...   \n",
       "35  {\"imId\":\"b46e176196ab3b129941166e65ebdb6f\",\"im...   \n",
       "36  {\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"im...   \n",
       "37  {\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...   \n",
       "38  {\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"im...   \n",
       "39  {\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"im...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2258569501%22%2C%22pageSize%...   \n",
       "1   %7B%22jobId%22%3A%2257075805%22%2C%22pageSize%...   \n",
       "2   %7B%22jobId%22%3A%2258421733%22%2C%22pageSize%...   \n",
       "3   %7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...   \n",
       "4   %7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...   \n",
       "..                                                ...   \n",
       "35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                           job.labels job.pcOuterLink  \\\n",
       "0   [数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...                   \n",
       "1   [策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...                   \n",
       "2                            [人工智能, 智能硬件, 市场调研, 竞品分析]                   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                   \n",
       "4        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                   \n",
       "..                                                ...             ...   \n",
       "35  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...             NaN   \n",
       "36                                [产品优化, 二次元在研, 项目管理]                   \n",
       "37                                                 []                   \n",
       "38                                             [增长产品]                   \n",
       "39                                             [数据分析]                   \n",
       "\n",
       "   job.h5OuterLink job.jobId job.refreshTime                    job.title  \\\n",
       "0                   58569501  20230602092324                         产品经理   \n",
       "1                   57075805  20230317173639                         产品经理   \n",
       "2                   58421733  20230601161931             智能座舱产品经理/专家 （车机）   \n",
       "3                   50965433  20230602103507  产品经理（化妆品原料）/Product Manager   \n",
       "4                   57679297  20230410215438          产品经理Product Manager   \n",
       "..             ...       ...             ...                          ...   \n",
       "35             NaN  45422545  20230419100536                         产品经理   \n",
       "36                  48905275  20220928174530       项目发行PM（二次元） (MJ000855)   \n",
       "37                  23154709  20200728103437                       数字营销PM   \n",
       "38                  25415919  20210615114605                         活动PM   \n",
       "39                  31935443  20200921191755                         游戏PM   \n",
       "\n",
       "    job.salary  job.dq  ... recruiter.recruiterTitle recruiter.chatted  \\\n",
       "0   15-25k·15薪      广州  ...             人力资源伙伴(HRBP)             False   \n",
       "1       15-20k  广州-花都区  ...                   人力资源经理             False   \n",
       "2   25-45k·15薪  广州-天河区  ...                     招聘主管             False   \n",
       "3         薪资面议  广州-天河区  ...            HR Specialist             False   \n",
       "4       20-25k  广州-番禺区  ...                      HRM             False   \n",
       "..         ...     ...  ...                      ...               ...   \n",
       "35  15-30k·15薪      广州  ...                     猎头顾问             False   \n",
       "36  20-28k·13薪  广州-天河区  ...                                      False   \n",
       "37        薪资面议  广州-天河区  ...               Consultant             False   \n",
       "38        薪资面议      广州  ...               Consultant             False   \n",
       "39  15-30k·13薪  广州-海珠区  ...                   人力资源管理             False   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compScale     comp.compName  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg       100-499人              盈米基金   \n",
       "1    5ca47b93509919fa0ea15bee05u.png       500-999人  英联斯特(广州)餐饮设备有限公司   \n",
       "2   6448d43ce25bf5312c2be9cf06u.jpeg       10000人以上              小鹏汽车   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg         50-99人              仙婷集团   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg       100-499人    广州市新目标电子商务有限公司   \n",
       "..                               ...            ...               ...   \n",
       "35   600a795d845ac93d96472a1605u.png       100-499人             某知名公司   \n",
       "36   5f8f986779c7cc70efbf36c008u.jpg       500-999人              广州百田   \n",
       "37   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人         恩梯梯数据(中国)   \n",
       "38   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人         恩梯梯数据(中国)   \n",
       "39   62903e4ce4c190153f6f304c06u.jpg     1000-2000人      英雄互娱科技股份有限公司   \n",
       "\n",
       "   comp.compStage                    comp.compLogo comp.compId  \\\n",
       "0              B轮  5e38f3e729d83a67544619cd08u.jpg   9954019.0   \n",
       "1             NaN  61b07937d0458d53c627567e02u.jpg   8947928.0   \n",
       "2            美股上市  6196092ccebef22fcca2f36f01u.png   8908817.0   \n",
       "3             NaN  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "4             NaN  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       "..            ...                              ...         ...   \n",
       "35            NaN  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "36            已上市  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       "37            NaN  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       "38            NaN  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       "39          科创板上市  616e7903bbe0bb0ec5705fe401u.png   8307104.0   \n",
       "\n",
       "                                   comp.link comp.compIndustry  \n",
       "0    https://www.liepin.com/company/9954019/          基金/证券/期货  \n",
       "1    https://www.liepin.com/company/8947928/             机械/设备  \n",
       "2    https://www.liepin.com/company/8908817/              整车制造  \n",
       "3    https://www.liepin.com/company/8112968/            贸易/进出口  \n",
       "4   https://www.liepin.com/company/13315477/              IT服务  \n",
       "..                                       ...               ...  \n",
       "35                                                        IT服务  \n",
       "36    https://www.liepin.com/company/803274/                游戏  \n",
       "37   https://www.liepin.com/company/6629285/              IT服务  \n",
       "38   https://www.liepin.com/company/6629285/              IT服务  \n",
       "39   https://www.liepin.com/company/8307104/                游戏  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f6200285",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.jobId', 'job.refreshTime', 'job.title',\n",
       "       'job.salary', 'job.dq', 'job.jobKind', 'job.requireWorkYears',\n",
       "       'job.topJob', 'job.link', 'job.dataPromId', 'job.requireEduLevel',\n",
       "       'job.advViewFlag', 'recruiter.recruiterId', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted',\n",
       "       'recruiter.recruiterPhoto', 'comp.compScale', 'comp.compName',\n",
       "       'comp.compStage', 'comp.compLogo', 'comp.compId', 'comp.link',\n",
       "       'comp.compIndustry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f4be5b8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 400 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataParams                400 non-null    object \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   job.labels                400 non-null    object \n",
      " 3   job.salary                400 non-null    object \n",
      " 4   job.dq                    400 non-null    object \n",
      " 5   job.jobKind               400 non-null    object \n",
      " 6   job.jobId                 400 non-null    object \n",
      " 7   job.advViewFlag           400 non-null    bool   \n",
      " 8   job.refreshTime           400 non-null    object \n",
      " 9   job.dataPromId            400 non-null    object \n",
      " 10  job.pcOuterLink           300 non-null    object \n",
      " 11  job.h5OuterLink           300 non-null    object \n",
      " 12  job.title                 400 non-null    object \n",
      " 13  job.topJob                400 non-null    bool   \n",
      " 14  job.link                  400 non-null    object \n",
      " 15  job.requireWorkYears      400 non-null    object \n",
      " 16  job.requireEduLevel       400 non-null    object \n",
      " 17  recruiter.recruiterName   400 non-null    object \n",
      " 18  recruiter.recruiterTitle  400 non-null    object \n",
      " 19  recruiter.imId            400 non-null    object \n",
      " 20  recruiter.imUserType      400 non-null    object \n",
      " 21  recruiter.recruiterPhoto  400 non-null    object \n",
      " 22  recruiter.chatted         400 non-null    bool   \n",
      " 23  recruiter.recruiterId     400 non-null    object \n",
      " 24  comp.compStage            210 non-null    object \n",
      " 25  comp.compLogo             400 non-null    object \n",
      " 26  comp.compName             400 non-null    object \n",
      " 27  comp.compId               300 non-null    float64\n",
      " 28  comp.compScale            400 non-null    object \n",
      " 29  comp.compIndustry         400 non-null    object \n",
      " 30  comp.link                 400 non-null    object \n",
      "dtypes: bool(3), float64(1), object(27)\n",
      "memory usage: 91.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "811839c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>英联斯特(广州)餐饮设备有限公司</td>\n",
       "      <td>机械/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>智能车联资深产品经理（离车智能）</td>\n",
       "      <td>[工具产品, 数据产品, 用户研究, 移动端产品, 产品规划, 需求挖掘]</td>\n",
       "      <td>25-45k·15薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>小鹏汽车</td>\n",
       "      <td>整车制造</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>游戏PM</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      job.title  \\\n",
       "0                          产品经理   \n",
       "1                          产品经理   \n",
       "2              智能车联资深产品经理（离车智能）   \n",
       "3   产品经理（化妆品原料）/Product Manager   \n",
       "4           产品经理Product Manager   \n",
       "..                          ...   \n",
       "35                         产品经理   \n",
       "36       项目发行PM（二次元） (MJ000855)   \n",
       "37                       数字营销PM   \n",
       "38                         活动PM   \n",
       "39                         游戏PM   \n",
       "\n",
       "                                           job.labels  job.salary  job.dq  \\\n",
       "0   [数据产品, 基金产品, 工具产品, 投资产品, 金融理财/贷款, 设计服务, to C, ...  15-25k·15薪      广州   \n",
       "1   [策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...      15-20k  广州-花都区   \n",
       "2               [工具产品, 数据产品, 用户研究, 移动端产品, 产品规划, 需求挖掘]  25-45k·15薪  广州-天河区   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]      20-25k  广州-番禺区   \n",
       "..                                                ...         ...     ...   \n",
       "35  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  15-30k·15薪      广州   \n",
       "36                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "37                                                 []        薪资面议  广州-天河区   \n",
       "38                                             [增长产品]        薪资面议      广州   \n",
       "39                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "\n",
       "   comp.compScale     comp.compName comp.compIndustry  \n",
       "0        100-499人              盈米基金          基金/证券/期货  \n",
       "1        500-999人  英联斯特(广州)餐饮设备有限公司             机械/设备  \n",
       "2        10000人以上              小鹏汽车              整车制造  \n",
       "3          50-99人              仙婷集团            贸易/进出口  \n",
       "4        100-499人    广州市新目标电子商务有限公司              IT服务  \n",
       "..            ...               ...               ...  \n",
       "35       100-499人             某知名公司              IT服务  \n",
       "36       500-999人              广州百田                游戏  \n",
       "37     2000-5000人         恩梯梯数据(中国)              IT服务  \n",
       "38     2000-5000人         恩梯梯数据(中国)              IT服务  \n",
       "39     1000-2000人      英雄互娱科技股份有限公司                游戏  \n",
       "\n",
       "[400 rows x 7 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df[['job.title','job.labels','job.salary','job.dq','comp.compScale','comp.compName','comp.compIndustry']]\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6cbe52cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据整合和分析\n",
    "# 1.职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7f91f777",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            30\n",
       "eWMS Product Manager                            20\n",
       "Product Manager                                 20\n",
       "数码产品经理                                          10\n",
       "支付产品经理                                          10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "数字营销PM                                          10\n",
       "产品经理/Product Manager                            10\n",
       "IT产品经理                                          10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "Automation Product Manager                      10\n",
       "助理产品经理                                          10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       " Product Manager                                10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "产品经理（系统端）                                       10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "医药产品经理                                          10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "产品策划经理                                          10\n",
       "eWMS产品经理                                        10\n",
       "产品销售经理-广州                                       10\n",
       "产品经理Product Manager                             10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "PM                                              10\n",
       "产品经理-电信信息化部                                     10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "高级跨境产品经理（Yep品牌）                                 10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "活动PM                                            10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c70aaa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.岗位标签分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3ae18bcf",
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "unhashable type: 'list'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.map_locations\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: unhashable type: 'list'"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored in: 'pandas._libs.index.IndexEngine._call_map_locations'\n",
      "Traceback (most recent call last):\n",
      "  File \"pandas\\_libs\\hashtable_class_helper.pxi\", line 4588, in pandas._libs.hashtable.PyObjectHashTable.map_locations\n",
      "TypeError: unhashable type: 'list'\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[]                                                                      110\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[产品优化, 二次元在研, 项目管理]                                                      10\n",
       "[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                                            10\n",
       "[广告产品, 广告行业, 团队管理]                                                       10\n",
       "[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                                    10\n",
       "[财务产品, 数据产品, 金融理财/贷款, 电子商务, 产品规划, 产品设计, 用户研究]                            10\n",
       "[PM, 金融行业, 金融理财/贷款, 敏捷管理, PMP]                                           10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 化工行业, 服务业, IT/互联网/软件, CRM系统]     10\n",
       "[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究, 产品设计, 数据分析]              10\n",
       "[品牌策划]                                                                   10\n",
       "[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求分析, 数据分析]                  10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[定价/竞价产品, 策略产品, 商业产品, 制造业, 家电行业, 房地产行业, 产品规划, 产品设计, 团队管理, 用户研究]          10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]                             10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[增长产品]                                                                   10\n",
       "[数据产品, 中台产品, 产品优化, 产品设计, 需求分析, 用户研究, 数据分析]                               10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[web端产品]                                                                 10\n",
       "[to C, 电子商务, 消费品]                                                        10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产品规划, 交互设计]                 10\n",
       "[数据产品, 产品设计, 交互设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                         10\n",
       "[to C]                                                                   10\n",
       "[泌尿外科]                                                                   10\n",
       "[软件开发]                                                                   10\n",
       "[平台产品, 数据产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据分析, 数据挖掘]            10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[AI人工智能产品, 财务产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]                           10\n",
       "Name: job.labels, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e0843805",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3.薪资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "554f7f95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          70\n",
       "25-35k        30\n",
       "15-25k        20\n",
       "20-30k        20\n",
       "15-24k·13薪    10\n",
       "11-22k        10\n",
       "15-25k·13薪    10\n",
       "25-50k·15薪    10\n",
       "8-12k·13薪     10\n",
       "30-40k·13薪    10\n",
       "8-16k·13薪     10\n",
       "20-26k        10\n",
       "6-10k         10\n",
       "20-40k·15薪    10\n",
       "15-20k·20薪    10\n",
       "15-20k        10\n",
       "18-40k·14薪    10\n",
       "14-18k        10\n",
       "12-30k        10\n",
       "20-25k        10\n",
       "20-40k·16薪    10\n",
       "25-35k·14薪    10\n",
       "20-40k·14薪    10\n",
       "25-30k        10\n",
       "25-30k·14薪    10\n",
       "20-40k·13薪    10\n",
       "17-30k·13薪    10\n",
       "18-30k·13薪    10\n",
       "20-28k·13薪    10\n",
       "14-28k·16薪    10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6701febd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 4.区域分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "21403b6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    160\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-番禺区     20\n",
       "广州-白云区     20\n",
       "广州-海珠区     20\n",
       "广州-黄埔区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fb59a63b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5.公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "43863312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       110\n",
       "2000-5000人      90\n",
       "10000人以上        50\n",
       "5000-10000人     50\n",
       "1000-2000人      30\n",
       "50-99人          30\n",
       "500-999人        20\n",
       "                10\n",
       "1-49人           10\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7c57452d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pyecharts\n",
      "  Downloading pyecharts-2.0.3-py3-none-any.whl (147 kB)\n",
      "Collecting simplejson\n",
      "  Downloading simplejson-3.19.1-cp38-cp38-win_amd64.whl (75 kB)\n",
      "Collecting prettytable\n",
      "  Downloading prettytable-3.7.0-py3-none-any.whl (27 kB)\n",
      "Requirement already satisfied: jinja2 in f:\\anaconda\\lib\\site-packages (from pyecharts) (2.11.3)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in f:\\anaconda\\lib\\site-packages (from jinja2->pyecharts) (1.1.1)\n",
      "Requirement already satisfied: wcwidth in f:\\anaconda\\lib\\site-packages (from prettytable->pyecharts) (0.2.5)\n",
      "Installing collected packages: simplejson, prettytable, pyecharts\n",
      "Successfully installed prettytable-3.7.0 pyecharts-2.0.3 simplejson-3.19.1\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fa613d71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"00210a35aa74492f8cd3460909fdee1e\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_00210a35aa74492f8cd3460909fdee1e = echarts.init(\n",
       "                    document.getElementById('00210a35aa74492f8cd3460909fdee1e'), 'white', {renderer: 'canvas'});\n",
       "                var option_00210a35aa74492f8cd3460909fdee1e = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 90\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 110\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_00210a35aa74492f8cd3460909fdee1e.setOption(option_00210a35aa74492f8cd3460909fdee1e);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x23309658ee0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_广州['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_广州['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"广州产品经理\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "   \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6051e3f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 组合分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4fc991d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.jobId', 'job.refreshTime',\n",
       "       'job.jobKind', 'job.topJob', 'job.title', 'job.salary', 'job.dq',\n",
       "       'job.advViewFlag', 'job.link', 'job.pcOuterLink', 'job.h5OuterLink',\n",
       "       'job.dataPromId', 'job.requireEduLevel', 'job.requireWorkYears',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.recruiterId', 'recruiter.recruiterPhoto', 'comp.compId',\n",
       "       'comp.compName', 'comp.compScale', 'comp.compLogo', 'comp.compIndustry',\n",
       "       'comp.link', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c722eab8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">广州</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <th></th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>机械/设备</th>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <th>广州麦优网络科技有限公司</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">广州-天河区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咨询服务</th>\n",
       "      <th>贝兰格投资咨询(广州)有限公司</th>\n",
       "      <th>8-16k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">服装/纺织/皮革</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <th>广州百田</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">科技金融</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">全民钱包</th>\n",
       "      <th>14-18k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-20k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>上海华钦信息科技股份有限公司</th>\n",
       "      <th>17-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
       "      <th>中数通信息</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <th>润建股份</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-海珠区</th>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>互联网</th>\n",
       "      <th>嫚熙控股(广州)有限公司</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>专业技术服务</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <th>时代中国控股集团有限公司</th>\n",
       "      <th>20-26k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>仪器仪表</th>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    职位数量\n",
       "job.dq comp.compIndustry comp.compName   job.salary comp.compScale      \n",
       "广州     IT服务              恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "                         某广州IT服务公司       20-30k     100-499人          10\n",
       "       互联网               某广州互联网公司        25-35k·14薪                   10\n",
       "       人工智能              文远知行WeRide      25-50k·15薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司   12-30k     100-499人          10\n",
       "       医疗器械              某上海大型医疗器械公司     20-40k·16薪 10000人以上          10\n",
       "       日化                某国内大型快消品公司      25-30k     2000-5000人        10\n",
       "                         某国内大型日化公司       18-30k·13薪 2000-5000人        10\n",
       "       机械/设备             某广州大型机械/设备公司    20-30k     500-999人          10\n",
       "       电子商务              广州麦优网络科技有限公司    25-35k     100-499人          10\n",
       "       计算机软件             汇丰软件            薪资面议       2000-5000人        10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司 20-40k·15薪 10000人以上          10\n",
       "广州-天河区 IT服务              恩梯梯数据(中国)       薪资面议       2000-5000人        10\n",
       "       医疗器械              丹纳赫             20-40k·13薪 5000-10000人       10\n",
       "       咨询服务              贝兰格投资咨询(广州)有限公司 8-16k·13薪  50-99人            10\n",
       "       日化                广州宝洁有限公司        20-40k·14薪 10000人以上          10\n",
       "                                         薪资面议       10000人以上          10\n",
       "       服装/纺织/皮革          斯凯奇中国           14-28k·16薪 2000-5000人        10\n",
       "                                         15-25k     2000-5000人        10\n",
       "       游戏                广州百田            20-28k·13薪 500-999人          10\n",
       "       科技金融              全民钱包            14-18k     100-499人          10\n",
       "                                         15-20k     100-499人          10\n",
       "       计算机软件             上海华钦信息科技股份有限公司  17-30k·13薪 1000-2000人        10\n",
       "       贸易/进出口            仙婷集团            薪资面议       50-99人            20\n",
       "       运营商/增值服务          中数通信息           8-12k·13薪  1000-2000人        10\n",
       "       通信设备              润建股份            6-10k      5000-10000人       10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司 30-40k·13薪 5000-10000人       10\n",
       "广州-海珠区 人工智能              文远知行WeRide      25-35k     100-499人          20\n",
       "广州-番禺区 IT服务              广州市新目标电子商务有限公司  20-25k     100-499人          10\n",
       "       互联网               上海汉得信息技术股份有限公司  11-22k     10000人以上          10\n",
       "广州-白云区 互联网               嫚熙控股(广州)有限公司    15-25k     1000-2000人        10\n",
       "       食品/饮料/酒水          某国内大型食品/饮料/日化公司 15-24k·13薪 2000-5000人        10\n",
       "广州-越秀区 专业技术服务            即能科技(广州)有限公司    18-40k·14薪 1-49人             10\n",
       "       制药                康方生物            25-30k·14薪 2000-5000人        10\n",
       "       医疗器械              西门子医疗系统         薪资面议       5000-10000人       10\n",
       "       房地产开发经营           时代中国控股集团有限公司    20-26k     5000-10000人       10\n",
       "广州-黄埔区 仪器仪表              索恩照明(广州)有限公司    15-25k·13薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司   15-20k·20薪 100-499人          10"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州.groupby(['job.dq','comp.compIndustry','comp.compName','job.salary','comp.compScale']).agg(职位数量 = ('comp.compName','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3d6dae45",
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   "source": []
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